df$NAME = NULL
skim(df)
## Warning: Couldn't find skimmers for class: sfc_POINT, sfc; No user-defined
## `sfl` provided. Falling back to `character`.
| Name | df |
| Number of rows | 485715 |
| Number of columns | 103 |
| Key | NULL |
| _______________________ | |
| Column type frequency: | |
| character | 19 |
| factor | 35 |
| numeric | 48 |
| POSIXct | 1 |
| ________________________ | |
| Group variables | None |
Variable type: character
| skim_variable | n_missing | complete_rate | min | max | empty | n_unique | whitespace |
|---|---|---|---|---|---|---|---|
| Activity | 0 | 1.00 | 4 | 10 | 0 | 6 | 0 |
| Name | 0 | 1.00 | 2 | 3 | 0 | 2 | 0 |
| Notes | 0 | 1.00 | 0 | 8 | 418495 | 14 | 0 |
| Time | 0 | 1.00 | 20 | 27 | 0 | 485680 | 0 |
| UUID | 0 | 1.00 | 16 | 36 | 0 | 56 | 0 |
| Version | 0 | 1.00 | 0 | 28 | 82009 | 23 | 0 |
| Visit | 0 | 1.00 | 0 | 451 | 485460 | 256 | 0 |
| imgS3 | 0 | 1.00 | 0 | 50 | 485703 | 13 | 0 |
| STATEFP | 10981 | 0.98 | 2 | 2 | 0 | 40 | 0 |
| COUNTYFP | 10981 | 0.98 | 3 | 3 | 0 | 122 | 0 |
| COUNTYNS | 10981 | 0.98 | 8 | 8 | 0 | 658 | 0 |
| AFFGEOID | 10981 | 0.98 | 14 | 14 | 0 | 658 | 0 |
| GEOID | 10981 | 0.98 | 5 | 5 | 0 | 658 | 0 |
| NAME | 10981 | 0.98 | 3 | 15 | 0 | 497 | 0 |
| NAMELSAD | 10981 | 0.98 | 10 | 22 | 0 | 500 | 0 |
| STUSPS | 10981 | 0.98 | 2 | 2 | 0 | 40 | 0 |
| STATE_NAME | 10981 | 0.98 | 4 | 14 | 0 | 40 | 0 |
| LSAD | 10981 | 0.98 | 2 | 2 | 0 | 3 | 0 |
| geometry | 0 | 1.00 | 20 | 38 | 0 | 250872 | 0 |
Variable type: factor
| skim_variable | n_missing | complete_rate | ordered | n_unique | top_counts |
|---|---|---|---|---|---|
| FeatureCla | 8401 | 0.98 | FALSE | 1 | Adm: 477314, Adm: 0 |
| SOVEREIGNT | 8401 | 0.98 | FALSE | 12 | Uni: 474979, Cze: 674, Can: 480, Pol: 399 |
| SOV_A3 | 8401 | 0.98 | FALSE | 12 | US1: 474979, CZE: 674, CAN: 480, POL: 399 |
| TYPE | 8401 | 0.98 | FALSE | 2 | Cou: 474983, Sov: 2331, Cou: 0, Dep: 0 |
| ADMIN | 8401 | 0.98 | FALSE | 12 | Uni: 474979, Cze: 674, Can: 480, Pol: 399 |
| ADM0_A3 | 8401 | 0.98 | FALSE | 12 | USA: 474979, CZE: 674, CAN: 480, POL: 399 |
| GEOUNIT | 8401 | 0.98 | FALSE | 12 | Uni: 474979, Cze: 674, Can: 480, Pol: 399 |
| GU_A3 | 8401 | 0.98 | FALSE | 12 | USA: 474979, CZE: 674, CAN: 480, POL: 399 |
| SUBUNIT | 8401 | 0.98 | FALSE | 12 | Uni: 474979, Cze: 674, Can: 480, Pol: 399 |
| SU_A3 | 8401 | 0.98 | FALSE | 12 | USA: 474979, CZE: 674, CAN: 480, POL: 399 |
| ABBREV | 8401 | 0.98 | FALSE | 12 | U.S: 474979, Cz.: 674, Can: 480, Pol: 399 |
| POSTAL | 8401 | 0.98 | FALSE | 12 | US: 474979, CZ: 674, CA: 480, PL: 399 |
| NAME_FORMA | 9094 | 0.98 | FALSE | 10 | Uni: 474979, Cze: 674, Rep: 399, Rep: 326 |
| TERR_ | 485715 | 0.00 | FALSE | 0 | Ass: 0, Auz: 0, Chi: 0, Com: 0 |
| NAME_SORT | 8401 | 0.98 | FALSE | 12 | Uni: 474979, Cze: 674, Can: 480, Pol: 399 |
| FIPS_10_ | 485715 | 0.00 | FALSE | 0 | FG: 0 |
| ISO_A2 | 8401 | 0.98 | FALSE | 12 | US: 474979, CZ: 674, CA: 480, PL: 399 |
| ISO_A3 | 8401 | 0.98 | FALSE | 12 | USA: 474979, CZE: 674, CAN: 480, POL: 399 |
| ISO3 | 8401 | 0.98 | FALSE | 12 | USA: 474979, CZE: 674, CAN: 480, POL: 399 |
| ISO3.1 | 8401 | 0.98 | FALSE | 12 | USA: 474979, CZE: 674, CAN: 480, POL: 399 |
| ADMIN.1 | 8401 | 0.98 | FALSE | 12 | Uni: 474979, Cze: 674, Can: 480, Pol: 399 |
| REGION | 8401 | 0.98 | FALSE | 3 | Nor: 475459, Eur: 1528, Sou: 327, Afr: 0 |
| continent | 8401 | 0.98 | FALSE | 3 | Nor: 475459, Eur: 1528, Sou: 327, Afr: 0 |
| GEO3major | 8401 | 0.98 | FALSE | 3 | Nor: 475459, Eur: 1528, Lat: 327, Afr: 0 |
| GEO3 | 8401 | 0.98 | FALSE | 6 | US: 474979, Cen: 1195, Can: 480, Sou: 327 |
| IMAGE24 | 8401 | 0.98 | FALSE | 7 | USA: 474979, Cen: 1195, Can: 480, Res: 326 |
| GLOCAF | 8401 | 0.98 | FALSE | 6 | USA: 474979, Eur: 1315, Can: 480, Res: 326 |
| Stern | 8401 | 0.98 | FALSE | 3 | Nor: 475459, Eur: 1528, Sou: 327, Aus: 0 |
| SRESmajor | 8401 | 0.98 | FALSE | 3 | OEC: 475579, REF: 1408, ALM: 327, ASI: 0 |
| SRES | 8401 | 0.98 | FALSE | 5 | Nor: 475459, Cen: 1195, Lat: 327, New: 213 |
| GBD | 8401 | 0.98 | FALSE | 6 | Nor: 475459, Eur: 1195, Lat: 326, Eur: 213 |
| AVOIDname | 8401 | 0.98 | FALSE | 8 | US: 474979, Eur: 1124, Can: 480, Pol: 399 |
| LDC | 8401 | 0.98 | FALSE | 1 | oth: 477314, LDC: 0 |
| SID | 8401 | 0.98 | FALSE | 1 | oth: 477314, SID: 0 |
| LLDC | 8401 | 0.98 | FALSE | 1 | oth: 477314, LLD: 0 |
Variable type: numeric
| skim_variable | n_missing | complete_rate | mean | sd | p0 | p25 | p50 | p75 | p100 | hist |
|---|---|---|---|---|---|---|---|---|---|---|
| Accuracy | 0 | 1.00 | 6.04 | 1.590000e+00 | -1.00 | 4.74 | 6.00 | 8.00 | 1.000000e+01 | ▁▁▇▃▅ |
| Elevation | 0 | 1.00 | 309.10 | 3.091700e+02 | -58.50 | 146.18 | 250.75 | 349.23 | 1.124989e+04 | ▇▁▁▁▁ |
| Heading | 0 | 1.00 | 164.43 | 1.097200e+02 | -1.00 | 70.91 | 165.95 | 259.13 | 3.600000e+02 | ▇▆▇▆▆ |
| Pressure | 0 | 1.00 | 144.28 | 2.024800e+02 | 0.00 | 97.40 | 98.87 | 99.85 | 1.027150e+03 | ▇▁▁▁▁ |
| Speed | 0 | 1.00 | 3.16 | 7.600000e+00 | -1.00 | 0.00 | 0.00 | 1.39 | 4.989000e+01 | ▇▁▁▁▁ |
| UnixTime | 0 | 1.00 | 1615763816.27 | 6.032738e+07 | 1525623850.00 | 1557692941.00 | 1622138397.00 | 1674732298.00 | 1.704206e+09 | ▇▅▃▅▇ |
| HeartRate | 484270 | 0.00 | 88.29 | 2.857000e+01 | -1.00 | 76.00 | 85.00 | 102.00 | 1.640000e+02 | ▁▁▇▂▁ |
| Distance | 481062 | 0.01 | 69050.09 | 1.743050e+05 | 7.00 | 5703.61 | 14004.90 | 45458.82 | 1.060107e+06 | ▇▁▁▁▁ |
| NumberOfSteps | 480849 | 0.01 | 123478.71 | 2.706493e+05 | 5.00 | 7952.00 | 15226.00 | 67482.00 | 1.153578e+06 | ▇▁▁▁▁ |
| AverageActivePace | 482255 | 0.01 | 1.04 | 6.700000e-01 | 0.36 | 0.73 | 0.93 | 1.07 | 1.423000e+01 | ▇▁▁▁▁ |
| CurrentCadence | 482261 | 0.01 | 1.67 | 3.200000e-01 | 0.99 | 1.48 | 1.66 | 1.78 | 2.660000e+00 | ▃▆▇▂▁ |
| CurrentPace | 482261 | 0.01 | 0.87 | 2.000000e-01 | 0.26 | 0.80 | 0.87 | 1.02 | 1.280000e+00 | ▁▂▇▆▂ |
| FloorsAscended | 482442 | 0.01 | 14.86 | 1.433000e+01 | 1.00 | 3.00 | 10.00 | 16.00 | 5.800000e+01 | ▇▆▁▁▁ |
| FloorsDescended | 482411 | 0.01 | 11.70 | 1.051000e+01 | 1.00 | 5.00 | 11.00 | 15.00 | 4.100000e+01 | ▇▆▁▁▁ |
| vAccuracy | 484460 | 0.00 | 4.48 | 3.700000e+00 | 0.80 | 1.60 | 2.90 | 6.40 | 3.150000e+01 | ▇▂▁▁▁ |
| AccelerometerX | 485046 | 0.00 | -0.81 | 4.530000e+00 | -8.90 | -4.06 | -0.42 | 1.20 | 8.510000e+00 | ▅▃▇▂▃ |
| AccelerometerY | 485046 | 0.00 | -0.39 | 3.370000e+00 | -15.82 | -0.97 | -0.42 | 0.56 | 1.531000e+01 | ▁▁▇▁▁ |
| AccelerometerZ | 485046 | 0.00 | 3.85 | 7.160000e+00 | -10.95 | -1.03 | 7.04 | 9.78 | 1.181000e+01 | ▃▁▁▃▇ |
| ActivityConfidence | 485046 | 0.00 | 100.00 | 0.000000e+00 | 100.00 | 100.00 | 100.00 | 100.00 | 1.000000e+02 | ▁▁▇▁▁ |
| GyroscopeX | 485046 | 0.00 | 0.00 | 2.700000e-01 | -3.63 | -0.01 | 0.00 | 0.01 | 2.220000e+00 | ▁▁▁▇▁ |
| GyroscopeY | 485046 | 0.00 | 0.01 | 2.200000e-01 | -1.96 | -0.01 | 0.00 | 0.01 | 2.620000e+00 | ▁▁▇▁▁ |
| GyroscopeZ | 485046 | 0.00 | 0.01 | 1.600000e-01 | -0.88 | -0.01 | 0.00 | 0.01 | 1.990000e+00 | ▁▇▁▁▁ |
| UserAccelerometerX | 485046 | 0.00 | 0.02 | 6.800000e-01 | -4.38 | -0.13 | 0.00 | 0.15 | 7.310000e+00 | ▁▇▂▁▁ |
| UserAccelerometerY | 485046 | 0.00 | 0.02 | 6.400000e-01 | -5.28 | -0.07 | 0.00 | 0.09 | 6.820000e+00 | ▁▁▇▁▁ |
| UserAccelerometerZ | 485046 | 0.00 | 0.05 | 7.900000e-01 | -7.71 | -0.10 | 0.05 | 0.19 | 4.940000e+00 | ▁▁▂▇▁ |
| Lightmeter | 485516 | 0.00 | 197.84 | 3.093000e+02 | 1.00 | 19.00 | 80.00 | 146.50 | 1.067000e+03 | ▇▁▁▁▁ |
| lat | 0 | 1.00 | 42.53 | 4.990000e+00 | -22.90 | 38.65 | 44.97 | 46.81 | 5.965000e+01 | ▁▁▁▆▇ |
| lon | 0 | 1.00 | -93.58 | 1.160000e+01 | -158.23 | -93.26 | -92.08 | -90.28 | 3.090000e+01 | ▁▇▁▁▁ |
| x | 0 | 1.00 | -0.09 | 4.500000e-01 | -1.00 | -0.55 | -0.16 | 0.45 | 1.000000e+00 | ▁▇▆▆▁ |
| y | 0 | 1.00 | 0.01 | 5.700000e-01 | -1.00 | -0.60 | 0.11 | 0.61 | 1.000000e+00 | ▂▇▂▆▆ |
| z | 0 | 1.00 | 0.08 | 6.700000e-01 | -1.00 | -0.67 | 0.53 | 0.58 | 1.000000e+00 | ▅▁▁▇▂ |
| umap_1 | 0 | 1.00 | 0.00 | 6.910000e+00 | -15.68 | -5.30 | -0.12 | 5.15 | 1.588000e+01 | ▂▇▇▆▂ |
| umap_2 | 0 | 1.00 | 0.00 | 6.650000e+00 | -15.86 | -4.97 | 0.10 | 4.88 | 1.599000e+01 | ▂▆▇▆▂ |
| ScaleRank | 8401 | 0.98 | 1.00 | 0.000000e+00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.000000e+00 | ▁▁▇▁▁ |
| LabelRank | 8401 | 0.98 | 1.00 | 0.000000e+00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.000000e+00 | ▁▁▇▁▁ |
| ADM0_DIF | 8401 | 0.98 | 0.00 | 0.000000e+00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000e+00 | ▁▁▇▁▁ |
| LEVEL | 8401 | 0.98 | 2.00 | 0.000000e+00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.000000e+00 | ▁▁▇▁▁ |
| GEOU_DIF | 8401 | 0.98 | 0.00 | 0.000000e+00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000e+00 | ▁▁▇▁▁ |
| SU_DIF | 8401 | 0.98 | 0.00 | 0.000000e+00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000e+00 | ▁▁▇▁▁ |
| MAP_COLOR | 8401 | 0.98 | 1.01 | 2.000000e-01 | 1.00 | 1.00 | 1.00 | 1.00 | 1.100000e+01 | ▇▁▁▁▁ |
| POP_EST | 8401 | 0.98 | 305845533.75 | 1.952238e+07 | 4489409.00 | 307212123.00 | 307212123.00 | 307212123.00 | 3.072121e+08 | ▁▁▁▁▇ |
| GDP_MD_EST | 8401 | 0.98 | 14193034.46 | 9.555267e+05 | 82390.00 | 14260000.00 | 14260000.00 | 14260000.00 | 1.426000e+07 | ▁▁▁▁▇ |
| ISO_N3 | 8401 | 0.98 | 837.52 | 3.940000e+01 | 40.00 | 840.00 | 840.00 | 840.00 | 8.400000e+02 | ▁▁▁▁▇ |
| LON | 8401 | 0.98 | -98.75 | 6.700000e+00 | -102.37 | -99.14 | -99.14 | -99.14 | 3.138000e+01 | ▇▁▁▁▁ |
| LAT | 8401 | 0.98 | 39.56 | 1.290000e+00 | -10.84 | 39.53 | 39.53 | 39.53 | 6.284000e+01 | ▁▁▁▇▁ |
| AVOIDnumeric | 8401 | 0.98 | 2.09 | 1.370000e+00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.600000e+01 | ▇▁▁▁▁ |
| ALAND | 10981 | 0.98 | 4326524791.45 | 5.753617e+09 | 23149770.00 | 159895650.00 | 1434949241.00 | 6415653629.00 | 1.797203e+10 | ▇▂▁▁▂ |
| AWATER | 10981 | 0.98 | 488377233.63 | 1.067894e+09 | 92512.00 | 11563208.00 | 136637568.00 | 192281837.00 | 1.115384e+10 | ▇▁▁▁▁ |
Variable type: POSIXct
| skim_variable | n_missing | complete_rate | min | max | median | n_unique |
|---|---|---|---|---|---|---|
| CurrentTripStart | 480848 | 0.01 | 2023-12-15 18:59:33 | 2023-12-31 18:01:01 | 2023-12-27 18:38:42 | 11 |